Practical Approaches to Causal Relationship Exploration

Nonfiction, Computers, Advanced Computing, Artificial Intelligence, Database Management, General Computing
Cover of the book Practical Approaches to Causal Relationship Exploration by Jiuyong Li, Lin Liu, Thuc Duy Le, Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Jiuyong Li, Lin Liu, Thuc Duy Le ISBN: 9783319144337
Publisher: Springer International Publishing Publication: March 2, 2015
Imprint: Springer Language: English
Author: Jiuyong Li, Lin Liu, Thuc Duy Le
ISBN: 9783319144337
Publisher: Springer International Publishing
Publication: March 2, 2015
Imprint: Springer
Language: English

This brief presents four practical methods to effectively explore causal relationships, which are often used for explanation, prediction and decision making in medicine, epidemiology, biology, economics, physics and social sciences. The first two methods apply conditional independence tests for causal discovery. The last two methods employ association rule mining for efficient causal hypothesis generation, and a partial association test and retrospective cohort study for validating the hypotheses. All four methods are innovative and effective in identifying potential causal relationships around a given target, and each has its own strength and weakness. For each method, a software tool is provided along with examples demonstrating its use. Practical Approaches to Causal Relationship Exploration is designed for researchers and practitioners working in the areas of artificial intelligence, machine learning, data mining, and biomedical research. The material also benefits advanced students interested in causal relationship discovery.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

This brief presents four practical methods to effectively explore causal relationships, which are often used for explanation, prediction and decision making in medicine, epidemiology, biology, economics, physics and social sciences. The first two methods apply conditional independence tests for causal discovery. The last two methods employ association rule mining for efficient causal hypothesis generation, and a partial association test and retrospective cohort study for validating the hypotheses. All four methods are innovative and effective in identifying potential causal relationships around a given target, and each has its own strength and weakness. For each method, a software tool is provided along with examples demonstrating its use. Practical Approaches to Causal Relationship Exploration is designed for researchers and practitioners working in the areas of artificial intelligence, machine learning, data mining, and biomedical research. The material also benefits advanced students interested in causal relationship discovery.

More books from Springer International Publishing

Cover of the book White Coat Tales by Jiuyong Li, Lin Liu, Thuc Duy Le
Cover of the book Combined Cycle Driven Efficiency for Next Generation Nuclear Power Plants by Jiuyong Li, Lin Liu, Thuc Duy Le
Cover of the book Environmental Management in Ski Areas by Jiuyong Li, Lin Liu, Thuc Duy Le
Cover of the book Graceful, Harmonious and Magic Type Labelings by Jiuyong Li, Lin Liu, Thuc Duy Le
Cover of the book Simulations of Decision-Making as Active Learning Tools by Jiuyong Li, Lin Liu, Thuc Duy Le
Cover of the book Electric Arc Furnace with Flat Bath by Jiuyong Li, Lin Liu, Thuc Duy Le
Cover of the book Information Security Education. Education in Proactive Information Security by Jiuyong Li, Lin Liu, Thuc Duy Le
Cover of the book Antonio Gramsci: A Pedagogy to Change the World by Jiuyong Li, Lin Liu, Thuc Duy Le
Cover of the book Cyber Security: Power and Technology by Jiuyong Li, Lin Liu, Thuc Duy Le
Cover of the book Optics, Photonics and Laser Technology 2017 by Jiuyong Li, Lin Liu, Thuc Duy Le
Cover of the book Software Sourcing in the Age of Open by Jiuyong Li, Lin Liu, Thuc Duy Le
Cover of the book Membrane Potential Imaging in the Nervous System and Heart by Jiuyong Li, Lin Liu, Thuc Duy Le
Cover of the book Modern Luminescence Spectroscopy of Minerals and Materials by Jiuyong Li, Lin Liu, Thuc Duy Le
Cover of the book Barry MacSweeney and the Politics of Post-War British Poetry by Jiuyong Li, Lin Liu, Thuc Duy Le
Cover of the book Filtering Media by Electrospinning by Jiuyong Li, Lin Liu, Thuc Duy Le
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy